Reducing emissions of atmospheric pollutants along major dry bulk and tanker routes through autonomous shipping
The present study investigates the environmental benefits of phasing-in autonomous ships in global maritime transportation along major dry bulk and tanker routes using Bayesian probabilistic forecasting algorithm. The focus is on the simulations and calibrations on the navigational behavior of auton...
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sg-ntu-dr.10356-1558312022-03-23T04:53:39Z Reducing emissions of atmospheric pollutants along major dry bulk and tanker routes through autonomous shipping Liu, Jiahui Law, Adrian Wing-Keung Duru, Okan School of Civil and Environmental Engineering Engineering::Civil engineering Autonomous Shipping Emission The present study investigates the environmental benefits of phasing-in autonomous ships in global maritime transportation along major dry bulk and tanker routes using Bayesian probabilistic forecasting algorithm. The focus is on the simulations and calibrations on the navigational behavior of autonomous ships at both port and high-sea, as well as the potential emission abatement of atmospheric pollutants compared to the conventional fleet along the sailing routes. We use historical data on major international tanker and dry bulk trade routes to characterize the ship movements and trends in ship emission. Different scenarios are evaluated with a combination of autonomous ship phase-in rates (25, 75, 100%) and cleaner fuel choices in Years 2030 and 2050 (from the baseline Year, 2020). The results show that the magnitude of the emission reduction generally increases with a higher level of autonomous ships in the fleet as expected, and the magnitude ranges from small increments to major reductions of 37-64% along the different routes. Overall, we hope that our findings can contribute towards the realization of environmental benefits with the adoption of autonomous shipping along the major shipping routes in the future. Submitted/Accepted version 2022-03-23T04:53:39Z 2022-03-23T04:53:39Z 2022 Journal Article Liu, J., Law, A. W. & Duru, O. (2022). Reducing emissions of atmospheric pollutants along major dry bulk and tanker routes through autonomous shipping. Journal of Environmental Management, 302(Part B), 114080-. https://dx.doi.org/10.1016/j.jenvman.2021.114080 0301-4797 https://hdl.handle.net/10356/155831 10.1016/j.jenvman.2021.114080 34773781 2-s2.0-85118897089 Part B 302 114080 en Journal of Environmental Management © 2021 Elsevier Ltd. All rights reserved. This paper was published in Journal of Environmental Management and is made available with permission of Elsevier Ltd. application/pdf |
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Engineering::Civil engineering Autonomous Shipping Emission Liu, Jiahui Law, Adrian Wing-Keung Duru, Okan Reducing emissions of atmospheric pollutants along major dry bulk and tanker routes through autonomous shipping |
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The present study investigates the environmental benefits of phasing-in autonomous ships in global maritime transportation along major dry bulk and tanker routes using Bayesian probabilistic forecasting algorithm. The focus is on the simulations and calibrations on the navigational behavior of autonomous ships at both port and high-sea, as well as the potential emission abatement of atmospheric pollutants compared to the conventional fleet along the sailing routes. We use historical data on major international tanker and dry bulk trade routes to characterize the ship movements and trends in ship emission. Different scenarios are evaluated with a combination of autonomous ship phase-in rates (25, 75, 100%) and cleaner fuel choices in Years 2030 and 2050 (from the baseline Year, 2020). The results show that the magnitude of the emission reduction generally increases with a higher level of autonomous ships in the fleet as expected, and the magnitude ranges from small increments to major reductions of 37-64% along the different routes. Overall, we hope that our findings can contribute towards the realization of environmental benefits with the adoption of autonomous shipping along the major shipping routes in the future. |
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School of Civil and Environmental Engineering |
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School of Civil and Environmental Engineering Liu, Jiahui Law, Adrian Wing-Keung Duru, Okan |
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Article |
author |
Liu, Jiahui Law, Adrian Wing-Keung Duru, Okan |
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Liu, Jiahui |
title |
Reducing emissions of atmospheric pollutants along major dry bulk and tanker routes through autonomous shipping |
title_short |
Reducing emissions of atmospheric pollutants along major dry bulk and tanker routes through autonomous shipping |
title_full |
Reducing emissions of atmospheric pollutants along major dry bulk and tanker routes through autonomous shipping |
title_fullStr |
Reducing emissions of atmospheric pollutants along major dry bulk and tanker routes through autonomous shipping |
title_full_unstemmed |
Reducing emissions of atmospheric pollutants along major dry bulk and tanker routes through autonomous shipping |
title_sort |
reducing emissions of atmospheric pollutants along major dry bulk and tanker routes through autonomous shipping |
publishDate |
2022 |
url |
https://hdl.handle.net/10356/155831 |
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1728433374009229312 |